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Estimating the Individual Treatment Effect on Survival Time Based on Prior Knowledge and Counterfactual Prediction

The estimation of the Individual Treatment Effect (ITE) on survival time is an important research topic in clinics-based causal inference. Various representation learning methods have been proposed to deal with its three key problems, i.e., reducing selection bias, handling censored survival data, a...

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Detalles Bibliográficos
Autores principales: Zhao, Yijie, Zhou, Hao, Gu, Jin, Ye, Hao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9322711/
https://www.ncbi.nlm.nih.gov/pubmed/35885198
http://dx.doi.org/10.3390/e24070975